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encode

Syntologyentry name in harvested coderead from the graph 2026-09-24

encode appears in the code Syntology harvested for 73 papers, as 60 distinct code bodies found in 77 places (a place is one code body under one paper). At least one of them ran in 31 of the papers; 5 of the code bodies carry a behaviour fingerprint.

What this page is not. Routines are grouped here by the exact string of their function or class name. Nothing asserts that two samples named encode do the same thing, share code, or are comparable; the name is a string, not an identity. Behaviour outputs (what a fingerprinted sample returned on the shared battery) are not in this export and are not shown here; the graph at syntology.ai holds them. "Ran" means executed on a synthesized fixture, not that the code is correct or reproduces a paper.

Samples Syntology

Syntology ran 25 of the 60 distinct code bodies named encode; 35 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

3ran · honoured contract
1ran · violated contract
5ran · our draft was wrong
3ran · fixture could not drive it
13ran
35unverified
5fingerprinted

Licence is a property of each copy, so it is counted per place: 26 of the 77 places are pointer only (Syntology does not serve that copy's text). This site shows no code text for any sample; every row below links to the file in its repository where the record names one.

“Ran” means the sample executed on a synthesized input; it does not mean the output is correct. “Honoured” and “violated” refer to a contract Syntology drafted from the code itself; “our draft was wrong” and “fixture could not drive it” are failures of Syntology's instrument, not of the code, and those samples did run. The ran count above is every status except unverified, the same rule as each paper page.

Papers

73 papers shown of 73, newest first; 77 places in the table. A paper with no recorded date is placed by the month its arXiv id encodes, shown in the Date column as YYYY-MM (from id). One row per place: a paper whose repository defines the name more than once appears more than once, and the same code body held for several papers appears once under each, with the same status. Titles and dates are the archive's archive 2025-07-28 for papers in the archive, and the graph's for 6 papers added by Syntology; 3 papers have no page here and are shown by arXiv id only. Status and fingerprint are Syntology's record of each code body; licence is recorded for each place. The File cell ends with the code body's code_sha256, Syntology's identity for that exact code: an agent fetches the stored sample with Syntology's MCP tool get_code(code_sha256="…") (how to connect); click an identity to copy that call.

PaperDateFileStatus SyntologyLicence
A Glyph Is Not a Letter, a Token Is Not a Word, a Space Is Not a Space: What the Units of Voynichese Are Not added by Syntology 2026-08 (from id) lrozanova/voynich-units/analysis/reproduce_edge_order.py 26c68a7d492af502 ran MIT (permissive)
MultiSynt/MT: Trillion-Token Multi-Parallel Pre-Training Data Translated Across 36 Languages added by Syntology 2026-07 (from id) Helsinki-NLP/Opus-MT/apply_bpe.py d4c1f9f4c9e3d8f8 ran MIT (permissive)
Reconstructing Randomly Masked Spectra Helps DNNs Identify Discriminant Wavenumbers added by Syntology 2026-06 (from id) Chaoscendence/TeaNet/code/train_model.py 6b9632428e530107 ran · metamorphic tier: deterministic fingerprinted MIT (permissive)
SEAOTTER: Sensor Embedded Autoencoding with One-Time Transcode for Efficient Reconstruction added by Syntology 2026-06 (from id) UT-SysML/seaotter/src/seaotter/jpeg_codec.py dcfb2b899f8a999d ran no licence file found · pointer only
Variational Entropic Optimal Transport added by Syntology 2026-02 (from id) DrEternity/VarEOT/ALAE/alae_ffhq_inference.py 343978ea7f961051 unverified MIT (permissive)
Contact Wasserstein Geodesics for Non-Conservative Schrödinger Bridges added by Syntology 2025-11 (from id) ngushchin/LightSB/ALAE/alae_ffhq_inference.py 343978ea7f961051 unverified MIT (permissive)
arXiv:2506.17230 2025-06 (from id) YichenLuo-0/MMET/model/mmet.py be6ea4c4439b5a73 unverified MIT (permissive)
Sonata: Self-Supervised Learning of Reliable Point Representations 20 Mar 2025 facebookresearch/sonata/sonata/serialization/default.py ef0574663c9ae24c unverified Apache-2.0 (permissive)
CalibQuant: 1-Bit KV Cache Quantization for Multimodal LLMs 15 Feb 2025 insuhan/calibquant/calibquant.py d8bee40dd4b7cd20 unverified MIT (permissive)
TryOffAnyone: Tiled Cloth Generation from a Dressed Person 11 Dec 2024 ixarchakos/try-off-anyone/src/model/pipeline.py 448ddaf001b1c2f2 unverified no licence file found · pointer only
FireFlow: Fast Inversion of Rectified Flow for Image Semantic Editing 10 Dec 2024 holmesshuan/fireflow/src/edit.py 1498dfc442c71ecc unverified Apache-2.0 (permissive)
FireFlow: Fast Inversion of Rectified Flow for Image Semantic Editing 10 Dec 2024 holmesshuan/fireflow/src/gradio_demo.py e02de920391fa756 unverified Apache-2.0 (permissive)
Taming Rectified Flow for Inversion and Editing 7 Nov 2024 wangjiangshan0725/rf-solver-edit/FLUX_Image_Edit/src/edit.py 1498dfc442c71ecc unverified no licence file found · pointer only
Taming Rectified Flow for Inversion and Editing 7 Nov 2024 wangjiangshan0725/rf-solver-edit/FLUX_Image_Edit/src/gradio_demo.py e02de920391fa756 unverified no licence file found · pointer only
Transferring Backdoors between Large Language Models by Knowledge Distillation 2024-08 (from id) zhou-cybersecurity-ai/atba/TTG/TTG_GPT.py 4a6e68636de7823e ran no licence file found · pointer only
miniCTX: Neural Theorem Proving with (Long-)Contexts 5 Aug 2024 cmu-l3/minictx-eval/premise_retriever.py 61b6e1d9be3efdf1 ran no licence file found · pointer only
Semantically Diverse Language Generation for Uncertainty Estimation in Language Models 6 Jun 2024 ml-jku/SDLG/run_experiments.py 8d9f3ee549cef855 unverified BSD-3-Clause-Clear · pointer only
Text-to-Image Rectified Flow as Plug-and-Play Priors 5 Jun 2024 HolmesShuan/FireFlow-Fast-Inversion-of-Rectified-Flow-for-Image-Semantic-Editing/src/edit.py 1498dfc442c71ecc unverified Apache-2.0 (permissive)
Improving Multi-lingual Alignment Through Soft Contrastive Learning 25 May 2024 yai12xlinq-b/imascl/evaluate/make_sim_matrix.py 619b6842fb1a677c ran no licence file found · pointer only
Linking In-context Learning in Transformers to Human Episodic Memory 23 May 2024 corxyz/icl-cmr/src/est_cmr_crp.py f69ec72349fdfe0b ran · honoured contract fingerprinted MIT (permissive)
Bottleneck-Minimal Indexing for Generative Document Retrieval 12 May 2024 kduxin/Bottleneck-Minimal-Indexing/BMIndexing/bert_embedding.py 9cacde1e22f5c412 unverified MIT (permissive)
RSCaMa: Remote Sensing Image Change Captioning with State Space Model 29 Apr 2024 chen-yang-liu/rscama/preprocess_data.py 9939e4093b93c961 ran · violated contract no licence file found · pointer only
SVGCraft: Beyond Single Object Text-to-SVG Synthesis with Comprehensive Canvas Layout 30 Mar 2024 ayanban011/svgcraft/models/pipelines.py 57dcb958e30899c0 unverified no licence file found · pointer only
RSMamba: Remote Sensing Image Classification with State Space Model 28 Mar 2024 chen-yang-liu/change-agent/Multi_change/preprocess_data.py 9939e4093b93c961 ran · violated contract MIT (permissive)
Geometry-Informed Neural Networks 21 Feb 2024 ml-jku/ginns-geometry-informed-neural-networks/models/NN.py ff4483e657062955 ran fingerprinted MIT (permissive)
k-SemStamp: A Clustering-Based Semantic Watermark for Detection of Machine-Generated Text 17 Feb 2024 bohanhou14/semstamp/contrastive_trainer.py b0ef99aecaf6802e ran no licence file found · pointer only
Light and Optimal Schrödinger Bridge Matching 5 Feb 2024 skholkin/lightsb-matching/ALAE/alae_ffhq_inference.py 343978ea7f961051 unverified MIT (permissive)
Counterfactual Concept Bottleneck Models 2 Feb 2024 gabriele-dominici/counterfactual-cbm/baycon/common/DataAnalyzer.py 3c06307d039c83ce unverified no licence file found · pointer only
Getting the most out of your tokenizer for pre-training and domain adaptation 1 Feb 2024 gautierdag/tokenizer-bench/utils.py bc0fb608bae897a5 ran MIT (permissive)
Continuous-Multiple Image Outpainting in One-Step via Positional Query and A Diffusion-based Approach 28 Jan 2024 Sherrylone/PQDiff/evaluate.py 02dbbf97e14ce00e ran · our draft was wrong no licence file found · pointer only
Sketch-Guided Constrained Decoding for Boosting Blackbox Large Language Models without Logit Access 18 Jan 2024 epfl-dlab/sketchgcd/src/constrained_generation/trie_constraint.py af1e43bd7b90239e ran · honoured contract no licence file found · pointer only
Point Transformer V3: Simpler, Faster, Stronger 15 Dec 2023 pointcept/pointtransformerv3/serialization/default.py ef0574663c9ae24c unverified MIT (permissive)
Data Factors for Better Compositional Generalization 8 Nov 2023 owenzx/data4comp/data.py 839530fa476fdb3b ran MIT (permissive)
Train Once, Get a Family: State-Adaptive Balances for Offline-to-Online Reinforcement Learning 27 Oct 2023 LeapLabTHU/FamO2O/jax_cql/cql_finetune/conservative_sac_finetune_main.py 1689a9bc9e862217 ran MIT (permissive)
LLM Blueprint: Enabling Text-to-Image Generation with Complex and Detailed Prompts 16 Oct 2023 hananshafi/llmblueprint/models/pipelines.py 57dcb958e30899c0 unverified no licence file found · pointer only
Light Schrödinger Bridge 2 Oct 2023 ngushchin/lightsb/ALAE/alae_ffhq_inference.py 343978ea7f961051 unverified MIT (permissive)
From Language Modeling to Instruction Following: Understanding the Behavior Shift in LLMs after Instruction Tuning 30 Sep 2023 jacksonwuxs/interpret_instruction_tuning_llms/src/utils.py f964e2b69396a7c1 ran fingerprinted GPL-3.0 (copyleft) · pointer only
RaLLe: A Framework for Developing and Evaluating Retrieval-Augmented Large Language Models 21 Aug 2023 yhoshi3/ralle/ralle/retrievers/embeddings/encode_functions/e5.py 24ced6d0e7e56049 unverified MIT (permissive)
Learning from Integral Losses in Physics Informed Neural Networks 27 May 2023 identical code first harvested elsewhere 8f4d72207d16c535 ran · our draft was wrong licence of this copy not recorded
Robust Model-Based Optimization for Challenging Fitness Landscapes 23 May 2023 sabagh1994/pgvae/pgvae/pgvae.py 8f4d72207d16c535 ran · our draft was wrong licence not identified · pointer only
Changes to Captions: An Attentive Network for Remote Sensing Change Captioning 3 Apr 2023 shizhenchang/chg2cap/preprocess_data.py 9939e4093b93c961 ran · violated contract MIT (permissive)
Mutual Information Alleviates Hallucinations in Abstractive Summarization 24 Oct 2022 vanderpoelliam/cpmi/src/detect_hallucination/process_labels.py 62093950a87046d6 unverified MIT (permissive)
DPAUC: Differentially Private AUC Computation in Federated Learning 25 Aug 2022 bytedance/fedlearner/fedlearner/common/leveldb.py 4cc1a4274785245f unverified Apache-2.0 recorded; this copy not marked cleared · pointer only
EnvPool: A Highly Parallel Reinforcement Learning Environment Execution Engine 21 Jun 2022 sail-sg/envpool/envpool/craftax/oracle.py 055188fa794e90ef unverified Apache-2.0 (permissive)
Learning Fair Representations via Rate-Distortion Maximization 31 Jan 2022 brcsomnath/farm/src/unconstrained/glove-embeddings.py e686ca185ffdaef5 ran · honoured contract fingerprinted no licence file found · pointer only
Learning Fair Representations via Rate-Distortion Maximization 31 Jan 2022 brcsomnath/farm/src/constrained/constrained-single.py 622d9b61220fef40 ran · our draft was wrong no licence file found · pointer only
Types of Out-of-Distribution Texts and How to Detect Them 14 Sep 2021 uditarora/ood-text-emnlp/msp_eval.py f9a4adc707cb9193 unverified MIT (permissive)
Lexicon Learning for Few-Shot Neural Sequence Modeling 7 Jun 2021 ekinakyurek/lexical/data.py 839530fa476fdb3b ran MIT (permissive)
Can Generative Pre-trained Language Models Serve as Knowledge Bases for Closed-book QA? 3 Jun 2021 wangcunxiang/Can-PLM-Serve-as-KB-for-CBQA/simpletransformers/language_modeling/language_modeling_utils.py d34c8ab039bdf946 unverified Apache-2.0 (permissive)
Joint Learning of Deep Retrieval Model and Product Quantization based Embedding Index 9 May 2021 jdcomsearch/poeem/src/ops/python/encode.py d3edc68ba2422435 unverified MIT (permissive)
Matching-oriented Product Quantization For Ad-hoc Retrieval 16 Apr 2021 microsoft/MoPQ/utils/recall.py 29dc941df1dc58d2 unverified MIT (permissive)
Active Learning for Deep Object Detection via Probabilistic Modeling 30 Mar 2021 NVlabs/AL-MDN/layers/modules/multibox_loss_gmm.py f2acff82ac4950e4 ran · fixture could not drive it licence not identified · pointer only
Evaluating Multilingual Text Encoders for Unsupervised Cross-Lingual Retrieval 21 Jan 2021 rlitschk/EncoderCLIR/src/run_ENC_exp.py 3d9779b067bc0786 ran · our draft was wrong CC-BY-SA-4.0 (copyleft) · pointer only
Scalable Gaussian Process Variational Autoencoders 26 Oct 2020 ratschlab/SVGP-VAE/GPVAE_Casale_model.py 830b973400f3d8f3 unverified MIT (permissive)
Multilingual Offensive Language Identification with Cross-lingual Embeddings 11 Oct 2020 tharindudr/DeepOffense/deepoffense/language_modeling/language_modeling_utils.py d34c8ab039bdf946 unverified Apache-2.0 (permissive)
Directional Graph Networks 6 Oct 2020 gbouritsas/gsn/directional_gsn/utils_one_hot_encoding.py 831368bc983a71e0 unverified MIT (permissive)
A divide-and-conquer algorithm for quantum state preparation 4 Aug 2020 vutuanhai237/Encoding_state_combine_with_cswap/base/knn.py 24537cd1c999a402 unverified MIT (permissive)
Deep Contextual Clinical Prediction with Reverse Distillation 10 Jul 2020 clinicalml/omop-learn/src/omop_learn/hf/utils.py 1a504fe4467c5142 unverified MIT (permissive)
Transformers are RNNs: Fast Autoregressive Transformers with Linear Attention 29 Jun 2020 kyle-gao/TF_Transformer/preprocess.py 0e73ca2dec803da6 unverified Apache-2.0 (permissive)
Composed Fine-Tuning: Freezing Pre-Trained Denoising Autoencoders for Improved Generalization 29 Jun 2020 p-lambda/unlabeled_outputs/code/run_synthetic.py 465db07d479dc049 unverified MIT (permissive)
Adversarial Disentanglement with Grouped Observations 14 Jan 2020 jonemeth/aaai20/src/Model.py 2a509745f000e182 unverified no licence file found · pointer only
PV-RCNN: Point-Voxel Feature Set Abstraction for 3D Object Detection 31 Dec 2019 jhultman/PV-RCNN/vision3d/core/box_encode.py 744899d028ceaeb6 unverified MIT (permissive)
BPE-Dropout: Simple and Effective Subword Regularization 29 Oct 2019 rsennrich/subword-nmt/subword_nmt/apply_bpe.py 932ffa4dce8fc503 ran · fixture could not drive it MIT (permissive)
BPE-Dropout: Simple and Effective Subword Regularization 29 Oct 2019 PatxiofromAlphensign/subword-nmt-mods/subword_nmt/apply_bpe.py 049cda35c34e96c3 unverified MIT (permissive)
Soft-Label Dataset Distillation and Text Dataset Distillation 6 Oct 2019 ilia10000/dataset-distillation/utils/baselines.py f5202ff9824f30c7 unverified MIT (permissive)
Joey NMT: A Minimalist NMT Toolkit for Novices 29 Jul 2019 deep-spin/S7/scripts/apply_bpe.py 52d69829a4cee830 ran · fixture could not drive it MIT (permissive)
Non-Autoregressive Neural Text-to-Speech 21 May 2019 vardaan123/ParaNet/apply_bpe.py 52d69829a4cee830 ran · fixture could not drive it MIT (permissive)
Hybrid Reinforcement Learning with Expert State Sequences 11 Mar 2019 XiaoxiaoGuo/tensor4rl/policies.py d1c743696ec7bba1 unverified MIT (permissive)
Night-to-Day Image Translation for Retrieval-based Localization 26 Sep 2018 AAnoosheh/ToDayGAN/util/png.py 91d4d7845ec139d1 unverified BSD-2-Clause (permissive)
MegaDepth: Learning Single-View Depth Prediction from Internet Photos 2 Apr 2018 zhengqili/MegaDepth/util/png.py 91d4d7845ec139d1 unverified MIT (permissive)
Seq2Sick: Evaluating the Robustness of Sequence-to-Sequence Models with Adversarial Examples 3 Mar 2018 identical code first harvested elsewhere 52d69829a4cee830 ran · fixture could not drive it licence of this copy not recorded
Unsupervised Neural Machine Translation 30 Oct 2017 identical code first harvested elsewhere 932ffa4dce8fc503 ran · fixture could not drive it licence of this copy not recorded
Generative Adversarial Text to Image Synthesis 17 May 2016 itsayushthada/Text-To-Image/skipthoughts.py 2d06283b04889970 unverified MIT (permissive)
Visualizing and Understanding Recurrent Networks 5 Jun 2015 suyash/char-rnn/trainer/utils.py 6139f410cb6039fd unverified MIT (permissive)
Show and Tell: A Neural Image Caption Generator 17 Nov 2014 pskrunner14/descriptor/descriptor/models/cnn_encoder.py 9a121ed8c3d15bc5 ran · our draft was wrong MIT (permissive)
arXiv:aaai_25833 brcsomnath/FaIRL/src/utils/io.py 6680fcf6fb7bb913 unverified MIT (permissive)
arXiv:2025.findings-acl.1384 Muennighoff/sgpt/crossencoder/beir/sgptce.py 2d1973ab0dfda2fd unverified MIT (permissive)

This site shows no code text; each File cell links to the file on GitHub at the repository's current default branch, which may have changed since the harvest. "Pointer only" means Syntology does not serve that copy's text, for one of four reasons: no licence file was found; the licence was not identified; the licence is recorded as permissive but that copy's record is not marked cleared; or the licence is outside the permissive list Syntology serves text under (MIT, Apache-2.0, BSD and similar). Some licences outside that list permit redistribution, such as WTFPL, and GPL-3.0 under its conditions; they are simply not on the list. Hover a licence cell for the reason. Per-sample records for a paper are on its paper page under "Code Syntology ran".

Report a problem or propose a change · a person checks every report against the paper or source before anything changes; decisions are listed on /corrections